Figure 1.

Implementation diagram of the classification process: OCSVM provides an initial classifier, which is used to predict the class labels of seafarers. The negative-class samples are selected, together with the healthy control samples whose class labels are set to “1,” as the training data with the class labels are set to “-1.” The TCSVM training process can be repeated to further refine the classifier.